{"id":"W7155628546","doi":"10.63125/nvn1yr86","title":"AI-Assisted Medical Records Management and EHR Workflow Optimization for Community Health Centres Serving Immigrant Populations","year":2025,"lang":"","type":"article","venue":"","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"","keywords":"Workflow; Documentation; Medical record; Service delivery framework; Service (business); Reliability (semiconductor); Community health; Service provider","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006405933,0.0002244913,0.0001867859,0.0009512369,0.001803177,0.002366485,0.0006755115,0.0004350682,0.001614258],"category_scores_gemma":[0.02151114,0.0001602574,0.0002674632,0.001154928,0.001028128,0.00106602,0.00238066,0.0004882798,0.0001700336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002084823,"about_ca_system_score_gemma":0.007679307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01602867,"about_ca_topic_score_gemma":0.02184391,"domain_scores_codex":[0.9957172,0.002514798,0.0003064171,0.0002168058,0.0007032537,0.0005415115],"domain_scores_gemma":[0.9859501,0.00522567,0.004477739,0.0005817889,0.002159424,0.001605263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002290809,0.0006990738,0.7977693,0.0004567215,0.00008732758,0.001139561,0.0683029,0.0008387262,0.002442386,0.001359708,0.001474283,0.1252009],"study_design_scores_gemma":[0.00006143115,0.0008036935,0.8012272,0.0005333885,0.00007923532,0.0009558995,0.180369,0.003204989,0.001518059,0.0009661118,0.01020587,0.00007516415],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970151,0.0001614315,0.0003792864,0.0007522272,0.000005002633,0.0000261339,0.00002141809,0.00001055256,0.001628838],"genre_scores_gemma":[0.9982134,0.0001769125,0.001219628,0.0001629912,0.000006292203,0.00002368948,0.00002691101,0.000002770404,0.0001674593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01602867,"threshold_uncertainty_score":0.03387821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08383956589697318,"score_gpt":0.4399338791957532,"score_spread":0.3560943132987801,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}